Feature: Book Genie Mode - Automated Testing with Detailed Reporting
File name: BookGenie.feature
Relative path: features/BookGenie.feature
Scenario Outline: Book Genie Response Validation with Citation Verification
CITATION VALIDATION DETAILED REPORT ================================================================================ BOOK: Finding Christmas ------------------------------------------------------------ ✅ Reason 1: PASS (100%) ✅ Reason 2: PASS (95%) ✅ Reason 3: PASS (100%) BOOK: How the Dukes Stole Christmas ------------------------------------------------------------ ✅ Reason 1: PASS (100%) ❌ Reason 2: FAIL (0%) 📝 Reason: The stories are set during Christmastime... 📚 Citation: dukes and Christmastime intertwine... ⚠️ Citation text not found in reason: "dukes and Christmastime intertwine" ✅ Reason 3: PASS (95%) BOOK: Christmas 101 ------------------------------------------------------------ ✅ Reason 1: PASS (95%) ✅ Reason 2: PASS (95%) ✅ Reason 3: PASS (95%) BOOK: The First Christmas ------------------------------------------------------------ ❌ Reason 1: FAIL (0%) 📝 Reason: The book treats the stories of Jesus’s birth, which are the foundation of the world’s most widely ob... 📚 Citation: This book, The First Christmas, treats what may be the best-known stories in the world. The stories ... ⚠️ Citation text not found in reason: "This book, The First Christmas, treats what may be the best-known stories in the world. The stories of Jesus’s birth are the foundation of the world’s most widely observed holiday" ✅ Reason 2: PASS (100%) ✅ Reason 3: PASS (100%) BOOK: The Official Guide to Christmas in the South ------------------------------------------------------------ ❌ Reason 1: FAIL (0%) 📝 Reason: The book is about how to celebrate Christmas in the South... 📚 Citation: No place celebrates Christmas like Dixie... ⚠️ Citation text not found in reason: "No place celebrates Christmas like Dixie" ✅ Reason 2: PASS (100%) ✅ Reason 3: PASS (95%) SUMMARY: 12/15 reasons passed (80.0%) OVERALL STATUS: PASS
Citation Validation Summary: 12/15 passed
📊 Citation Validation Report
Generated on 10/17/2025, 7:54:01 AM
📖 Finding Christmas
📖 How the Dukes Stole Christmas
📖 Christmas 101
📖 The First Christmas
📖 The Official Guide to Christmas in the South
📈 Validation Summary
PER-BOOK AI VALIDATION REPORT - Query: "Suggest 5 books on christmas" ================================================================================ OVERALL RELEVANCE SCORE: 75% STATUS: FAIL BOOKS ANALYZED: 5 BOOK 1: "Finding Christmas" ------------------------------------------------------------ Overall Score: 98% SECTION SCORES: Author Information: 100% - Author information is complete and accurate. Publishing Date: 100% - The publishing date is provided and appropriate for the query. Why Match Explanations: 95% - The explanations are excellent, specific, and clearly justify the recommendation by highlighting multiple Christmas-themed elements from the book. Relevance Scores: 100% - The 100% relevance score is perfectly justified as the book's entire plot and theme revolve around Christmas. DETAILED FEEDBACK: • This is an excellent recommendation that directly matches the user's query. • All required metadata is present and correct. • The 'Why Match' section is particularly strong, using evidence from both the plot and specific thematic details (decorations, traditions) to support the choice. IMPROVEMENT SUGGESTIONS: • Consider mentioning the book's genre (e.g., 'Christmas Romance') to give the user even more context. ================================================================================ BOOK 2: "How the Dukes Stole Christmas" ------------------------------------------------------------ Overall Score: 85% SECTION SCORES: Author Information: 50% - The author information is incomplete. It lists only one of the four authors of this anthology. Publishing Date: 100% - The publishing date is provided and accurate. Why Match Explanations: 100% - The explanations are high-quality, correctly identifying it as a Christmas anthology and even listing specific story titles to prove its relevance. Relevance Scores: 100% - The 100% score is well-justified as the book is a collection of Christmas-themed stories. DETAILED FEEDBACK: • The book itself is a very relevant and strong match for the query. • The 'Why Match' section is excellent. • The recommendation is significantly weakened by providing incomplete author information, which is misleading for an anthology. IMPROVEMENT SUGGESTIONS: • For anthologies, list all primary authors or use phrasing like 'by various authors including...' to be accurate. ================================================================================ BOOK 3: "Christmas 101" ------------------------------------------------------------ Overall Score: 95% SECTION SCORES: Author Information: 100% - Author information is present and accurate. Publishing Date: 100% - The publishing date is provided. While older, it is perfectly acceptable for a non-fiction guide. Why Match Explanations: 85% - The explanations are very good and clearly define the book's purpose, but the provided text is truncated mid-sentence, which is a flaw in the response generation. Relevance Scores: 100% - The 100% score is fully justified, as the book is a guide dedicated entirely to Christmas. DETAILED FEEDBACK: • This is a great non-fiction choice that adds variety to the list. • The relevance is clearly and effectively explained with specific examples of the book's content (menus, timetables). • The response was truncated, cutting off the last 'Why Match' point. IMPROVEMENT SUGGESTIONS: • Ensure that the full text of the explanation is generated and not cut off prematurely. ================================================================================ BOOK 4: "The First Christmas" ------------------------------------------------------------ Overall Score: 40% SECTION SCORES: Author Information: 0% - Critical failure: Author information is completely missing, making the book difficult to identify. Publishing Date: 0% - Critical failure: Publishing date is completely missing. Why Match Explanations: 80% - The explanations correctly identify the book's topic and its direct relevance to the origins of Christmas, though they are slightly repetitive. Relevance Scores: 90% - While the topic is 100% relevant, the score is not well-supported due to the complete lack of sourcing data (author, date), making the recommendation almost unusable. DETAILED FEEDBACK: • The topic of the book is highly relevant to a query about 'Christmas'. • The recommendation is fundamentally broken due to the complete omission of author and publishing date. The user cannot easily find this specific book as the title is very common. IMPROVEMENT SUGGESTIONS: • Author and Publishing Date are mandatory fields and must always be included for a book recommendation to be considered valid. ================================================================================ BOOK 5: "The Official Guide to Christmas in the South" ------------------------------------------------------------ Overall Score: 45% SECTION SCORES: Author Information: 0% - Critical failure: Author information is completely missing. Publishing Date: 0% - Critical failure: Publishing date is completely missing. Why Match Explanations: 100% - The explanations are excellent, providing a clear and compelling description of the book's unique angle, content, and tone. Relevance Scores: 100% - The 100% score is justified by the book's topic, which is entirely about Christmas traditions. DETAILED FEEDBACK: • This is an interesting and creative recommendation that fits the query well. • The 'Why Match' explanations are superb and very well-written. • However, like the previous book, this recommendation fails because it omits the essential author and publishing information, making it difficult for the user to act on. IMPROVEMENT SUGGESTIONS: • It is critical to include the author and publishing date for every book. Without this information, even a thematically perfect recommendation is a failure. ================================================================================ SUMMARY FEEDBACK: ---------------------------------------- • The response provides a good variety of genres (fiction, anthology, non-fiction guides) related to Christmas. • The 'Why Match' explanations are generally a strong point, providing specific and compelling reasons for each choice. • The quality of the response is highly inconsistent. The first three recommendations are good to excellent, while the last two are critically flawed due to missing essential information. OVERALL IMPROVEMENT SUGGESTIONS: ---------------------------------------- • Ensure data completeness and consistency across all recommendations; Author and Publishing Date should be considered mandatory fields. • For books with multiple authors (anthologies), provide a complete author list or an accurate descriptor. • Implement a check to prevent response text from being truncated mid-sentence.
🤖 PER-BOOK AI Response Relevance Validation
Query: "Suggest 5 books on christmas"
Overall Relevance Score: 75%
Status: FAIL
Books Analyzed: 5
Individual Book Analyses
📖 Book 1: "Finding Christmas" - 98%
Author Information: 100%
Author information is complete and accurate.
Publishing Date: 100%
The publishing date is provided and appropriate for the query.
Why Match Explanations: 95%
The explanations are excellent, specific, and clearly justify the recommendation by highlighting multiple Christmas-themed elements from the book.
Relevance Scores: 100%
The 100% relevance score is perfectly justified as the book's entire plot and theme revolve around Christmas.
Improvement Suggestions:
📖 Book 2: "How the Dukes Stole Christmas" - 85%
Author Information: 50%
The author information is incomplete. It lists only one of the four authors of this anthology.
Publishing Date: 100%
The publishing date is provided and accurate.
Why Match Explanations: 100%
The explanations are high-quality, correctly identifying it as a Christmas anthology and even listing specific story titles to prove its relevance.
Relevance Scores: 100%
The 100% score is well-justified as the book is a collection of Christmas-themed stories.
Improvement Suggestions:
📖 Book 3: "Christmas 101" - 95%
Author Information: 100%
Author information is present and accurate.
Publishing Date: 100%
The publishing date is provided. While older, it is perfectly acceptable for a non-fiction guide.
Why Match Explanations: 85%
The explanations are very good and clearly define the book's purpose, but the provided text is truncated mid-sentence, which is a flaw in the response generation.
Relevance Scores: 100%
The 100% score is fully justified, as the book is a guide dedicated entirely to Christmas.
Improvement Suggestions:
📖 Book 4: "The First Christmas" - 40%
Author Information: 0%
Critical failure: Author information is completely missing, making the book difficult to identify.
Publishing Date: 0%
Critical failure: Publishing date is completely missing.
Why Match Explanations: 80%
The explanations correctly identify the book's topic and its direct relevance to the origins of Christmas, though they are slightly repetitive.
Relevance Scores: 90%
While the topic is 100% relevant, the score is not well-supported due to the complete lack of sourcing data (author, date), making the recommendation almost unusable.
Improvement Suggestions:
📖 Book 5: "The Official Guide to Christmas in the South" - 45%
Author Information: 0%
Critical failure: Author information is completely missing.
Publishing Date: 0%
Critical failure: Publishing date is completely missing.
Why Match Explanations: 100%
The explanations are excellent, providing a clear and compelling description of the book's unique angle, content, and tone.
Relevance Scores: 100%
The 100% score is justified by the book's topic, which is entirely about Christmas traditions.
Improvement Suggestions:
Summary Feedback
• The response provides a good variety of genres (fiction, anthology, non-fiction guides) related to Christmas.
• The 'Why Match' explanations are generally a strong point, providing specific and compelling reasons for each choice.
• The quality of the response is highly inconsistent. The first three recommendations are good to excellent, while the last two are critically flawed due to missing essential information.
Overall Improvement Suggestions
=== SCENARIO LOGS: Book Genie Response Validation with Citation Verification === [7:50:20 AM] Navigating to Creative Workspace login page [7:50:23 AM] Homepage visibility: false [7:50:23 AM] ℹ️ Typing query: "Suggest 5 books on christmas" [7:50:23 AM] ℹ️ Preparing to type query: "Suggest 5 books on christmas" [7:50:23 AM] ℹ️ Waiting for chat input to be visible [7:50:26 AM] ℹ️ Clearing chat input [7:50:26 AM] ℹ️ Typing query: "Suggest 5 books on christmas" [7:50:27 AM] ℹ️ Pressing Enter to submit query [7:50:27 AM] ✅ Query submitted successfully: "Suggest 5 books on christmas" [7:50:27 AM] ℹ️ Waiting for AI to complete thinking... [7:50:27 AM] 📋 WAITING FOR AI RESPONSE [7:50:27 AM] ℹ️ Looking for AI thinking indicator... [7:50:27 AM] ℹ️ Waiting for thinking indicator to appear (max 2 minutes) [7:50:29 AM] ✅ ✓ AI thinking indicator appeared - AI is processing the request [7:50:29 AM] ℹ️ Waiting for thinking indicator to disappear (max 5 minutes) [7:50:32 AM] ✅ ✓ AI thinking completed - Response should be ready [7:50:32 AM] ℹ️ 🔍 Checking for "None of the above" option... [7:50:32 AM] ℹ️ ✓ "None of the above" option found - preparing to click [7:50:32 AM] ✅ ✅ Clicked on "None of the above" option [7:50:32 AM] ⚠ "None of the above" option still visible after click [7:50:32 AM] ℹ️ ⏳ Waiting for AI to process "None of the above" selection... [7:50:33 AM] ℹ️ ✓ AI thinking indicator appeared after "None of the above" selection [7:50:48 AM] ✅ ✅ AI thinking completed after "None of the above" selection [7:50:50 AM] ✅ ✅ "None of the above" handling completed successfully [7:50:50 AM] 📊 "None of the above" option was handled successfully [7:50:50 AM] ℹ️ Allowing additional time for response rendering [7:50:53 AM] ✅ AI response wait process completed [7:50:53 AM] ℹ️ Validating response for query: "Suggest 5 books on christmas" [7:50:53 AM] 📋 VALIDATING RESPONSE FOR QUERY: "Suggest 5 books on christmas" [7:50:53 AM] ℹ️ Locating the latest response in chat [7:50:53 AM] ℹ️ Waiting for response to be visible (max 30 seconds) [7:50:53 AM] ✅ Response received - Length: 3563 characters [7:50:53 AM] ℹ️ Response preview: Watch Me WorkInterpreting context for your query...Retrieving Relevant Books for 'books on christmas... [7:50:53 AM] ℹ️ Extracting book data from response... [7:50:53 AM] 📋 EXTRACTING BOOK DATA FROM RESPONSE [7:50:53 AM] ℹ️ Locating BookGenie response container [7:50:53 AM] ℹ️ Extracting HTML content from response [7:50:53 AM] ℹ️ HTML content extracted - Length: 35902 characters [7:50:53 AM] ℹ️ Parsing HTML to extract book data [7:50:53 AM] ✅ SUCCESSFULLY EXTRACTED 5 BOOKS [7:50:53 AM] 📋 EXTRACTED BOOKS SUMMARY [7:50:53 AM] 📚 1. "Finding Christmas" - Score: 100%% [7:50:53 AM] 📚 2. "How the Dukes Stole Christmas" - Score: 100%% [7:50:53 AM] 📚 3. "Christmas 101" - Score: 100%% [7:50:53 AM] 📚 4. "The First Christmas" - Score: 100%% [7:50:53 AM] 📚 5. "The Official Guide to Christmas in the South" - Score: 100%% [7:50:53 AM] 📊 Total books extracted: 5 [7:50:53 AM] 📊 Average relevance score: 100% [7:50:53 AM] ✅ Extracted 5 books from response [7:50:53 AM] ℹ️ Saving 5 books to Excel file: test_results/suggest_5_books_on_christmas.xlsx [7:50:53 AM] 📋 SAVING BOOKS TO EXCEL FILE [7:50:53 AM] ℹ️ Target file path: test_results/suggest_5_books_on_christmas.xlsx [7:50:53 AM] ℹ️ Exporting 5 books to Excel format [7:50:53 AM] ✅ Book data saved to: test_results/suggest_5_books_on_christmas.xlsx [7:50:53 AM] 📊 File verified - Size: 18.16 KB [7:50:53 AM] ✅ ✓ Excel file creation verified successfully [7:50:53 AM] 📋 STARTING INDIVIDUAL BOOK VALIDATION (5 books) for query: "Suggest 5 books on christmas" [7:50:53 AM] 📋 📚 VALIDATING BOOK 1: "Finding Christmas" [7:50:53 AM] ℹ️ Starting comprehensive book validation [7:50:53 AM] ℹ️ Validating title: "Finding Christmas" vs expected: "Finding Christmas" [7:50:53 AM] ✅ ✅ TITLE VALIDATION PASSED: "Finding Christmas" [7:50:53 AM] ℹ️ Validating score: 100% vs expected: 100% [7:50:53 AM] ✅ ✅ SCORE VALIDATION PASSED: 100% (expected 100%) [7:50:53 AM] ✅ ✅ PERFECT SCORE GAP VALIDATION: Book has 100% score and no gap mentioned [7:50:53 AM] ℹ️ Why-match points: extracted 3 vs expected 3 [7:50:53 AM] ✅ ✅ WHY-MATCH VALIDATION PASSED: 3 points (expected 3) [7:50:53 AM] ✅ 🎉 BOOK 1 VALIDATION: ALL CHECKS PASSED! [7:50:53 AM] ℹ️ Book 1 validation completed [7:50:53 AM] 📋 📚 VALIDATING BOOK 2: "How the Dukes Stole Christmas" [7:50:53 AM] ℹ️ Starting comprehensive book validation [7:50:53 AM] ℹ️ Validating title: "How the Dukes Stole Christmas" vs expected: "How the Dukes Stole Christmas" [7:50:53 AM] ✅ ✅ TITLE VALIDATION PASSED: "How the Dukes Stole Christmas" [7:50:53 AM] ℹ️ Validating score: 100% vs expected: 100% [7:50:53 AM] ✅ ✅ SCORE VALIDATION PASSED: 100% (expected 100%) [7:50:53 AM] ✅ ✅ PERFECT SCORE GAP VALIDATION: Book has 100% score and no gap mentioned [7:50:53 AM] ℹ️ Why-match points: extracted 3 vs expected 3 [7:50:53 AM] ✅ ✅ WHY-MATCH VALIDATION PASSED: 3 points (expected 3) [7:50:53 AM] ✅ 🎉 BOOK 2 VALIDATION: ALL CHECKS PASSED! [7:50:53 AM] ℹ️ Book 2 validation completed [7:50:53 AM] 📋 📚 VALIDATING BOOK 3: "Christmas 101" [7:50:53 AM] ℹ️ Starting comprehensive book validation [7:50:53 AM] ℹ️ Validating title: "Christmas 101" vs expected: "Christmas 101" [7:50:53 AM] ✅ ✅ TITLE VALIDATION PASSED: "Christmas 101" [7:50:53 AM] ℹ️ Validating score: 100% vs expected: 100% [7:50:53 AM] ✅ ✅ SCORE VALIDATION PASSED: 100% (expected 100%) [7:50:53 AM] ✅ ✅ PERFECT SCORE GAP VALIDATION: Book has 100% score and no gap mentioned [7:50:53 AM] ℹ️ Why-match points: extracted 3 vs expected 3 [7:50:53 AM] ✅ ✅ WHY-MATCH VALIDATION PASSED: 3 points (expected 3) [7:50:53 AM] ✅ 🎉 BOOK 3 VALIDATION: ALL CHECKS PASSED! [7:50:53 AM] ℹ️ Book 3 validation completed [7:50:53 AM] 📋 📚 VALIDATING BOOK 4: "The First Christmas" [7:50:53 AM] ℹ️ Starting comprehensive book validation [7:50:53 AM] ℹ️ Validating title: "The First Christmas" vs expected: "The First Christmas" [7:50:53 AM] ✅ ✅ TITLE VALIDATION PASSED: "The First Christmas" [7:50:53 AM] ℹ️ Validating score: 100% vs expected: 100% [7:50:53 AM] ✅ ✅ SCORE VALIDATION PASSED: 100% (expected 100%) [7:50:53 AM] ✅ ✅ PERFECT SCORE GAP VALIDATION: Book has 100% score and no gap mentioned [7:50:53 AM] ℹ️ Why-match points: extracted 3 vs expected 3 [7:50:53 AM] ✅ ✅ WHY-MATCH VALIDATION PASSED: 3 points (expected 3) [7:50:53 AM] ✅ 🎉 BOOK 4 VALIDATION: ALL CHECKS PASSED! [7:50:53 AM] ℹ️ Book 4 validation completed [7:50:53 AM] 📋 📚 VALIDATING BOOK 5: "The Official Guide to Christmas in the South" [7:50:53 AM] ℹ️ Starting comprehensive book validation [7:50:53 AM] ℹ️ Validating title: "The Official Guide to Christmas in the South" vs expected: "The Official Guide to Christmas in the South" [7:50:53 AM] ✅ ✅ TITLE VALIDATION PASSED: "The Official Guide to Christmas in the South" [7:50:53 AM] ℹ️ Validating score: 100% vs expected: 100% [7:50:53 AM] ✅ ✅ SCORE VALIDATION PASSED: 100% (expected 100%) [7:50:53 AM] ✅ ✅ PERFECT SCORE GAP VALIDATION: Book has 100% score and no gap mentioned [7:50:53 AM] ℹ️ Why-match points: extracted 3 vs expected 3 [7:50:53 AM] ✅ ✅ WHY-MATCH VALIDATION PASSED: 3 points (expected 3) [7:50:53 AM] ✅ 🎉 BOOK 5 VALIDATION: ALL CHECKS PASSED! [7:50:53 AM] ℹ️ Book 5 validation completed [7:50:53 AM] 📊 VALIDATION SUMMARY: 5/5 books passed [7:50:53 AM] ✅ ALL BOOKS VALIDATED SUCCESSFULLY! [7:50:53 AM] 📋 🔍 VALIDATING REASON-CITATION MATCHES [7:50:53 AM] ℹ️ Starting citation validation process... [7:50:53 AM] 📋 🚀 STARTING COMPLETE CITATION VALIDATION WORKFLOW [7:50:53 AM] ℹ️ Step 1: Extracting books from AI response [7:50:53 AM] 📋 EXTRACTING BOOK DATA FROM RESPONSE [7:50:53 AM] ℹ️ Locating BookGenie response container [7:50:53 AM] ℹ️ Extracting HTML content from response [7:50:53 AM] ℹ️ HTML content extracted - Length: 35902 characters [7:50:53 AM] ℹ️ Parsing HTML to extract book data [7:50:53 AM] ✅ SUCCESSFULLY EXTRACTED 5 BOOKS [7:50:53 AM] 📋 EXTRACTED BOOKS SUMMARY [7:50:53 AM] 📚 1. "Finding Christmas" - Score: 100%% [7:50:53 AM] 📚 2. "How the Dukes Stole Christmas" - Score: 100%% [7:50:53 AM] 📚 3. "Christmas 101" - Score: 100%% [7:50:53 AM] 📚 4. "The First Christmas" - Score: 100%% [7:50:53 AM] 📚 5. "The Official Guide to Christmas in the South" - Score: 100%% [7:50:53 AM] 📊 Total books extracted: 5 [7:50:53 AM] 📊 Average relevance score: 100% [7:50:53 AM] ℹ️ Step 2: Extracting citation texts from book elements [7:50:53 AM] 📋 📚 EXTRACTING CITATION TEXTS FROM BOOK ELEMENTS [7:50:53 AM] ℹ️ Step 1: Waiting for main book section [7:50:53 AM] ℹ️ Found 11 total accordion sections [7:50:53 AM] ℹ️ Found individual book: "1. Finding Christmas" [7:50:53 AM] ℹ️ Found individual book: "2. How the Dukes Stole Christmas" [7:50:53 AM] ℹ️ Found individual book: "3. Christmas 101" [7:50:53 AM] ℹ️ Found individual book: "4. The First Christmas" [7:50:53 AM] ℹ️ Found individual book: "5. The Official Guide to Christmas in the South" [7:50:53 AM] ℹ️ Processing 5 individual book sections [7:50:53 AM] 📋 📖 PROCESSING BOOK 1: "Finding Christmas" [7:50:53 AM] ℹ️ Expanding book section: "Finding Christmas" [7:50:56 AM] ✅ Book section expanded: "Finding Christmas" [7:50:56 AM] ℹ️ Expanding "Why this book is the match" section for: "Finding Christmas" [7:50:59 AM] ✅ "Why this book is the match" section expanded for: "Finding Christmas" [7:50:59 AM] ℹ️ Found 3 citation buttons for "Finding Christmas" [7:50:59 AM] ℹ️ Extracting citation 1/3 for "Finding Christmas" [7:50:59 AM] ℹ️ Processing manuscript citation 1 for "Finding Christmas" [7:51:00 AM] ℹ️ Clicking to OPEN manuscript citation 1 [7:51:02 AM] ℹ️ Extracted citation text (first 100 chars): Emmie and Sam's individual journeys of self-discovery, infused with the spirit of Christmas... [7:51:02 AM] ℹ️ Clicking to CLOSE manuscript citation 1 [7:51:04 AM] ✅ ✅ manuscript citation 1 closed successfully [7:51:04 AM] ℹ️ ✅ Citation 1 extracted successfully (length: 91) [7:51:04 AM] ℹ️ Extracting citation 2/3 for "Finding Christmas" [7:51:04 AM] ℹ️ Processing metadata citation 2 for "Finding Christmas" [7:51:05 AM] ℹ️ Clicking to OPEN metadata citation 2 [7:51:07 AM] ℹ️ Extracted citation text (first 100 chars): decorations, twinkling lights, snow angels, gingerbread men and mistletoe... [7:51:07 AM] ℹ️ Clicking to CLOSE metadata citation 2 [7:51:08 AM] ✅ ✅ metadata citation 2 closed successfully [7:51:08 AM] ℹ️ ✅ Citation 2 extracted successfully (length: 73) [7:51:08 AM] ℹ️ Extracting citation 3/3 for "Finding Christmas" [7:51:08 AM] ℹ️ Processing metadata citation 3 for "Finding Christmas" [7:51:09 AM] ℹ️ Clicking to OPEN metadata citation 3 [7:51:11 AM] ℹ️ Extracted citation text (first 100 chars): Christmas spirit... [7:51:11 AM] ℹ️ Clicking to CLOSE metadata citation 3 [7:51:13 AM] ✅ ✅ metadata citation 3 closed successfully [7:51:13 AM] ℹ️ ✅ Citation 3 extracted successfully (length: 16) [7:51:13 AM] ℹ️ Collapsing book section: "Finding Christmas" [7:51:15 AM] ✅ Book section collapsed: "Finding Christmas" [7:51:15 AM] ✅ ✅ Completed processing "Finding Christmas" - 3 citations extracted [7:51:15 AM] 📋 📖 PROCESSING BOOK 2: "How the Dukes Stole Christmas" [7:51:15 AM] ℹ️ Expanding book section: "How the Dukes Stole Christmas" [7:51:18 AM] ✅ Book section expanded: "How the Dukes Stole Christmas" [7:51:18 AM] ℹ️ Expanding "Why this book is the match" section for: "How the Dukes Stole Christmas" [7:51:21 AM] ✅ "Why this book is the match" section expanded for: "How the Dukes Stole Christmas" [7:51:21 AM] ℹ️ Found 3 citation buttons for "How the Dukes Stole Christmas" [7:51:21 AM] ℹ️ Extracting citation 1/3 for "How the Dukes Stole Christmas" [7:51:21 AM] ℹ️ Processing metadata citation 1 for "How the Dukes Stole Christmas" [7:51:22 AM] ℹ️ Clicking to OPEN metadata citation 1 [7:51:24 AM] ℹ️ Extracted citation text (first 100 chars): Christmas Romance Anthology... [7:51:24 AM] ℹ️ Clicking to CLOSE metadata citation 1 [7:51:25 AM] ✅ ✅ metadata citation 1 closed successfully [7:51:25 AM] ℹ️ ✅ Citation 1 extracted successfully (length: 27) [7:51:25 AM] ℹ️ Extracting citation 2/3 for "How the Dukes Stole Christmas" [7:51:25 AM] ℹ️ Processing manuscript citation 2 for "How the Dukes Stole Christmas" [7:51:26 AM] ℹ️ Clicking to OPEN manuscript citation 2 [7:51:28 AM] ℹ️ Extracted citation text (first 100 chars): dukes and Christmastime intertwine... [7:51:28 AM] ℹ️ Clicking to CLOSE manuscript citation 2 [7:51:30 AM] ✅ ✅ manuscript citation 2 closed successfully [7:51:30 AM] ℹ️ ✅ Citation 2 extracted successfully (length: 34) [7:51:30 AM] ℹ️ Extracting citation 3/3 for "How the Dukes Stole Christmas" [7:51:30 AM] ℹ️ Processing manuscript citation 3 for "How the Dukes Stole Christmas" [7:51:31 AM] ℹ️ Clicking to OPEN manuscript citation 3 [7:51:33 AM] ℹ️ Extracted citation text (first 100 chars): including tales like “Meet Me in Mayfair,” “The Duke of Christmas Present,” “Heiress Alone,” and “Ch... [7:51:33 AM] ℹ️ Clicking to CLOSE manuscript citation 3 [7:51:35 AM] ✅ ✅ manuscript citation 3 closed successfully [7:51:35 AM] ℹ️ ✅ Citation 3 extracted successfully (length: 125) [7:51:35 AM] ℹ️ Collapsing book section: "How the Dukes Stole Christmas" [7:51:36 AM] ✅ Book section collapsed: "How the Dukes Stole Christmas" [7:51:36 AM] ✅ ✅ Completed processing "How the Dukes Stole Christmas" - 3 citations extracted [7:51:36 AM] 📋 📖 PROCESSING BOOK 3: "Christmas 101" [7:51:36 AM] ℹ️ Expanding book section: "Christmas 101" [7:51:39 AM] ✅ Book section expanded: "Christmas 101" [7:51:39 AM] ℹ️ Expanding "Why this book is the match" section for: "Christmas 101" [7:51:42 AM] ✅ "Why this book is the match" section expanded for: "Christmas 101" [7:51:42 AM] ℹ️ Found 3 citation buttons for "Christmas 101" [7:51:42 AM] ℹ️ Extracting citation 1/3 for "Christmas 101" [7:51:42 AM] ℹ️ Processing metadata citation 1 for "Christmas 101" [7:51:43 AM] ℹ️ Clicking to OPEN metadata citation 1 [7:51:45 AM] ℹ️ Extracted citation text (first 100 chars): Featuring menu ideas, timetables, hints and shortcuts, Christmas 101... [7:51:45 AM] ℹ️ Clicking to CLOSE metadata citation 1 [7:51:47 AM] ✅ ✅ metadata citation 1 closed successfully [7:51:47 AM] ℹ️ ✅ Citation 1 extracted successfully (length: 68) [7:51:47 AM] ℹ️ Extracting citation 2/3 for "Christmas 101" [7:51:47 AM] ℹ️ Processing metadata citation 2 for "Christmas 101" [7:51:48 AM] ℹ️ Clicking to OPEN metadata citation 2 [7:51:50 AM] ℹ️ Extracted citation text (first 100 chars): Featuring menu ideas, timetables, hints and shortcuts, Christmas 101 is your go-to guide to make hol... [7:51:50 AM] ℹ️ Clicking to CLOSE metadata citation 2 [7:51:52 AM] ✅ ✅ metadata citation 2 closed successfully [7:51:52 AM] ℹ️ ✅ Citation 2 extracted successfully (length: 137) [7:51:52 AM] ℹ️ Extracting citation 3/3 for "Christmas 101" [7:51:52 AM] ℹ️ Processing metadata citation 3 for "Christmas 101" [7:51:53 AM] ℹ️ Clicking to OPEN metadata citation 3 [7:51:55 AM] ℹ️ Extracted citation text (first 100 chars): Christmas 101... [7:51:55 AM] ℹ️ Clicking to CLOSE metadata citation 3 [7:51:56 AM] ✅ ✅ metadata citation 3 closed successfully [7:51:56 AM] ℹ️ ✅ Citation 3 extracted successfully (length: 13) [7:51:56 AM] ℹ️ Collapsing book section: "Christmas 101" [7:51:58 AM] ✅ Book section collapsed: "Christmas 101" [7:51:58 AM] ✅ ✅ Completed processing "Christmas 101" - 3 citations extracted [7:51:58 AM] 📋 📖 PROCESSING BOOK 4: "The First Christmas" [7:51:58 AM] ℹ️ Expanding book section: "The First Christmas" [7:52:01 AM] ✅ Book section expanded: "The First Christmas" [7:52:01 AM] ℹ️ Expanding "Why this book is the match" section for: "The First Christmas" [7:52:04 AM] ✅ "Why this book is the match" section expanded for: "The First Christmas" [7:52:04 AM] ℹ️ Found 3 citation buttons for "The First Christmas" [7:52:04 AM] ℹ️ Extracting citation 1/3 for "The First Christmas" [7:52:04 AM] ℹ️ Processing manuscript citation 1 for "The First Christmas" [7:52:05 AM] ℹ️ Clicking to OPEN manuscript citation 1 [7:52:07 AM] ℹ️ Extracted citation text (first 100 chars): This book, The First Christmas, treats what may be the best-known stories in the world. The stories ... [7:52:07 AM] ℹ️ Clicking to CLOSE manuscript citation 1 [7:52:08 AM] ✅ ✅ manuscript citation 1 closed successfully [7:52:08 AM] ℹ️ ✅ Citation 1 extracted successfully (length: 179) [7:52:08 AM] ℹ️ Extracting citation 2/3 for "The First Christmas" [7:52:08 AM] ℹ️ Processing manuscript citation 2 for "The First Christmas" [7:52:10 AM] ℹ️ Clicking to OPEN manuscript citation 2 [7:52:12 AM] ℹ️ Extracted citation text (first 100 chars): the stories of the first Christmas, the nativity stories of Jesus... [7:52:12 AM] ℹ️ Clicking to CLOSE manuscript citation 2 [7:52:13 AM] ✅ ✅ manuscript citation 2 closed successfully [7:52:13 AM] ℹ️ ✅ Citation 2 extracted successfully (length: 65) [7:52:13 AM] ℹ️ Extracting citation 3/3 for "The First Christmas" [7:52:13 AM] ℹ️ Processing metadata citation 3 for "The First Christmas" [7:52:14 AM] ℹ️ Clicking to OPEN metadata citation 3 [7:52:16 AM] ℹ️ Extracted citation text (first 100 chars): the real Christmas story buried in the familiar Bible accounts... [7:52:16 AM] ℹ️ Clicking to CLOSE metadata citation 3 [7:52:18 AM] ✅ ✅ metadata citation 3 closed successfully [7:52:18 AM] ℹ️ ✅ Citation 3 extracted successfully (length: 62) [7:52:18 AM] ℹ️ Collapsing book section: "The First Christmas" [7:52:19 AM] ✅ Book section collapsed: "The First Christmas" [7:52:19 AM] ✅ ✅ Completed processing "The First Christmas" - 3 citations extracted [7:52:19 AM] 📋 📖 PROCESSING BOOK 5: "The Official Guide to Christmas in the South" [7:52:19 AM] ℹ️ Expanding book section: "The Official Guide to Christmas in the South" [7:52:22 AM] ✅ Book section expanded: "The Official Guide to Christmas in the South" [7:52:22 AM] ℹ️ Expanding "Why this book is the match" section for: "The Official Guide to Christmas in the South" [7:52:25 AM] ✅ "Why this book is the match" section expanded for: "The Official Guide to Christmas in the South" [7:52:25 AM] ℹ️ Found 3 citation buttons for "The Official Guide to Christmas in the South" [7:52:25 AM] ℹ️ Extracting citation 1/3 for "The Official Guide to Christmas in the South" [7:52:25 AM] ℹ️ Processing metadata citation 1 for "The Official Guide to Christmas in the South" [7:52:26 AM] ℹ️ Clicking to OPEN metadata citation 1 [7:52:29 AM] ℹ️ Extracted citation text (first 100 chars): No place celebrates Christmas like Dixie... [7:52:29 AM] ℹ️ Clicking to CLOSE metadata citation 1 [7:52:30 AM] ✅ ✅ metadata citation 1 closed successfully [7:52:30 AM] ℹ️ ✅ Citation 1 extracted successfully (length: 40) [7:52:30 AM] ℹ️ Extracting citation 2/3 for "The Official Guide to Christmas in the South" [7:52:30 AM] ℹ️ Processing metadata citation 2 for "The Official Guide to Christmas in the South" [7:52:31 AM] ℹ️ Clicking to OPEN metadata citation 2 [7:52:33 AM] ℹ️ Extracted citation text (first 100 chars): the finer and sometimes unspoken details of Dixie etiquette... [7:52:33 AM] ℹ️ Clicking to CLOSE metadata citation 2 [7:52:35 AM] ✅ ✅ metadata citation 2 closed successfully [7:52:35 AM] ℹ️ ✅ Citation 2 extracted successfully (length: 59) [7:52:35 AM] ℹ️ Extracting citation 3/3 for "The Official Guide to Christmas in the South" [7:52:35 AM] ℹ️ Processing metadata citation 3 for "The Official Guide to Christmas in the South" [7:52:36 AM] ℹ️ Clicking to OPEN metadata citation 3 [7:52:38 AM] ℹ️ Extracted citation text (first 100 chars): charming, humorous guide, anyone can learn how to deck the halls, Southern style... [7:52:38 AM] ℹ️ Clicking to CLOSE metadata citation 3 [7:52:39 AM] ✅ ✅ metadata citation 3 closed successfully [7:52:39 AM] ℹ️ ✅ Citation 3 extracted successfully (length: 80) [7:52:39 AM] ℹ️ Collapsing book section: "The Official Guide to Christmas in the South" [7:52:41 AM] ✅ Book section collapsed: "The Official Guide to Christmas in the South" [7:52:41 AM] ✅ ✅ Completed processing "The Official Guide to Christmas in the South" - 3 citations extracted [7:52:41 AM] ✅ 🎉 Successfully extracted citations from 5 books [7:52:41 AM] ℹ️ Step 3: Validating reason-citation matches [7:52:41 AM] 📋 🔍 VALIDATING REASON-CITATION MATCHES (80% THRESHOLD) [7:52:41 AM] ℹ️ 📖 Validating 3 reasons for: "Finding Christmas" [7:52:41 AM] ℹ️ Reason 1: Checking match... [7:52:41 AM] ✅ ✅ "Finding Christmas" - Reason 1: 100% match - PASS [7:52:41 AM] ℹ️ Reason 2: Checking match... [7:52:49 AM] ✅ ✅ "Finding Christmas" - Reason 2: 95% match - PASS [7:52:49 AM] ℹ️ Reason 3: Checking match... [7:52:49 AM] ✅ ✅ "Finding Christmas" - Reason 3: 100% match - PASS [7:52:49 AM] ℹ️ 📖 Validating 3 reasons for: "How the Dukes Stole Christmas" [7:52:49 AM] ℹ️ Reason 1: Checking match... [7:52:49 AM] ✅ ✅ "How the Dukes Stole Christmas" - Reason 1: 100% match - PASS [7:52:49 AM] ℹ️ Reason 2: Checking match... [7:53:02 AM] ❌ ❌ "How the Dukes Stole Christmas" - Reason 2: 0% match - FAIL [7:53:02 AM] ❌ ⚠️ Citation text not found in reason: "dukes and Christmastime intertwine" [7:53:02 AM] ℹ️ Reason 3: Checking match... [7:53:11 AM] ✅ ✅ "How the Dukes Stole Christmas" - Reason 3: 95% match - PASS [7:53:11 AM] ℹ️ 📖 Validating 3 reasons for: "Christmas 101" [7:53:11 AM] ℹ️ Reason 1: Checking match... [7:53:23 AM] ✅ ✅ "Christmas 101" - Reason 1: 95% match - PASS [7:53:23 AM] ℹ️ Reason 2: Checking match... [7:53:35 AM] ✅ ✅ "Christmas 101" - Reason 2: 95% match - PASS [7:53:35 AM] ℹ️ Reason 3: Checking match... [7:53:51 AM] ✅ ✅ "Christmas 101" - Reason 3: 95% match - PASS [7:53:51 AM] ℹ️ 📖 Validating 3 reasons for: "The First Christmas" [7:53:51 AM] ℹ️ Reason 1: Checking match... [7:53:51 AM] ❌ ❌ "The First Christmas" - Reason 1: 0% match - FAIL [7:53:51 AM] ❌ ⚠️ Citation text not found in reason: "This book, The First Christmas, treats what may be the best-known stories in the world. The stories of Jesus’s birth are the foundation of the world’s most widely observed holiday" [7:53:51 AM] ℹ️ Reason 2: Checking match... [7:53:51 AM] ✅ ✅ "The First Christmas" - Reason 2: 100% match - PASS [7:53:51 AM] ℹ️ Reason 3: Checking match... [7:53:51 AM] ✅ ✅ "The First Christmas" - Reason 3: 100% match - PASS [7:53:51 AM] ℹ️ 📖 Validating 3 reasons for: "The Official Guide to Christmas in the South" [7:53:51 AM] ℹ️ Reason 1: Checking match... [7:53:51 AM] ❌ ❌ "The Official Guide to Christmas in the South" - Reason 1: 0% match - FAIL [7:53:51 AM] ❌ ⚠️ Citation text not found in reason: "No place celebrates Christmas like Dixie" [7:53:51 AM] ℹ️ Reason 2: Checking match... [7:53:51 AM] ✅ ✅ "The Official Guide to Christmas in the South" - Reason 2: 100% match - PASS [7:53:51 AM] ℹ️ Reason 3: Checking match... [7:54:01 AM] ✅ ✅ "The Official Guide to Christmas in the South" - Reason 3: 95% match - PASS [7:54:01 AM] 📊 📊 CITATION VALIDATION SUMMARY: 12/15 passed (80.0%) [7:54:01 AM] ✅ 🎉 REASON-CITATION VALIDATION: OVERALL PASSED [7:54:01 AM] ℹ️ Step 4: Generating detailed report [7:54:01 AM] 📋 📋 GENERATING CITATION VALIDATION REPORT [7:54:01 AM] ℹ️ Report generated: 12/15 reasons passed [7:54:01 AM] ✅ ✅ Citation validation workflow completed successfully [7:54:01 AM] 📊 📈 OVERALL CITATION VALIDATION: 12/15 (80.0%) [7:54:01 AM] ✅ ✅ REASON-CITATION VALIDATION: OVERALL PASSED [7:54:01 AM] 📋 📋 GENERATING DETAILED CITATION VALIDATION REPORT [7:54:01 AM] ℹ️ Generating HTML citation validation report [7:54:01 AM] ✅ Generated HTML report for 15 reasons [7:54:01 AM] ✅ ✅ Citation validation HTML report generated and attached [7:54:01 AM] ✅ ✅ Citation validation plain text report attached [7:54:01 AM] ℹ️ Checking database connectivity... [7:54:01 AM] ✅ ✅ Database connected successfully [7:54:01 AM] ℹ️ Database path: /home/runner/work/HC_Epub_Automation/HC_Epub_Automation/tests/test_data/database.xlsx [7:54:01 AM] ℹ️ Total books: 10032 [7:54:01 AM] 📊 Database contains 10032 books [7:54:01 AM] ✅ ✅ Database book count requirement met: 10032 >= 2020 [7:54:01 AM] 📋 🔍 VALIDATING EXTRACTED BOOKS INDIVIDUALLY AGAINST DATABASE [7:54:01 AM] ℹ️ Checking book 1/5: "Finding Christmas" [7:54:01 AM] ℹ️ Checking if book exists in database: "Finding Christmas" [7:54:02 AM] ✅ ✅ Database match: "Finding Christmas" → "Finding Christmas" [7:54:02 AM] ℹ️ Checking book 2/5: "How the Dukes Stole Christmas" [7:54:02 AM] ℹ️ Checking if book exists in database: "How the Dukes Stole Christmas" [7:54:02 AM] ✅ ✅ Database match: "How the Dukes Stole Christmas" → "How the Dukes Stole Christmas" [7:54:02 AM] ℹ️ Checking book 3/5: "Christmas 101" [7:54:02 AM] ℹ️ Checking if book exists in database: "Christmas 101" [7:54:02 AM] ✅ ✅ Database match: "Christmas 101" → "Christmas 101" [7:54:02 AM] ℹ️ Checking book 4/5: "The First Christmas" [7:54:02 AM] ℹ️ Checking if book exists in database: "The First Christmas" [7:54:02 AM] ✅ ✅ Database match: "The First Christmas" → "The First Christmas" [7:54:02 AM] ℹ️ Checking book 5/5: "The Official Guide to Christmas in the South" [7:54:02 AM] ℹ️ Checking if book exists in database: "The Official Guide to Christmas in the South" [7:54:02 AM] ✅ ✅ Database match: "The Official Guide to Christmas in the South" → "The Official Guide to Christmas in the South" [7:54:02 AM] 📊 INDIVIDUAL DATABASE VALIDATION SUMMARY: 5/5 books found in database [7:54:02 AM] ✅ 🎉 ALL BOOKS VALIDATED SUCCESSFULLY AGAINST DATABASE! [7:54:02 AM] 📋 🤖 VALIDATING RESPONSE RELEVANCE WITH GEMINI AI - PER BOOK ANALYSIS [7:54:02 AM] ℹ️ Starting Gemini AI per-book relevance validation... [7:54:02 AM] 📋 🤖 ANALYZING RESPONSE RELEVANCE WITH GEMINI AI - PER BOOK ANALYSIS [7:54:02 AM] ℹ️ Starting Gemini AI analysis with retry logic... [7:54:45 AM] 📊 Gemini AI Overall Relevance Score: 75% [7:54:45 AM] 📊 Analyzed 5 books individually [7:54:45 AM] ❌ ❌ GEMINI VALIDATION: Response relevance below threshold (75%) [7:54:45 AM] 📋 📖 ANALYSIS FOR: "Finding Christmas" - Score: 98% [7:54:45 AM] ℹ️ ✅ Author Information: 100% - Author information is complete and accurate. [7:54:45 AM] ℹ️ ✅ Publishing Date: 100% - The publishing date is provided and appropriate for the query. [7:54:45 AM] ℹ️ ✅ Why Match Explanations: 95% - The explanations are excellent, specific, and clearly justify the recommendation by highlighting multiple Christmas-themed elements from the book. [7:54:45 AM] ℹ️ ✅ Relevance Scores: 100% - The 100% relevance score is perfectly justified as the book's entire plot and theme revolve around Christmas. [7:54:45 AM] ℹ️ 💡 Book-specific improvements: [7:54:45 AM] ℹ️ - Consider mentioning the book's genre (e.g., 'Christmas Romance') to give the user even more context. [7:54:45 AM] 📋 📖 ANALYSIS FOR: "How the Dukes Stole Christmas" - Score: 85% [7:54:45 AM] ℹ️ ❌ Author Information: 50% - The author information is incomplete. It lists only one of the four authors of this anthology. [7:54:45 AM] ℹ️ ✅ Publishing Date: 100% - The publishing date is provided and accurate. [7:54:45 AM] ℹ️ ✅ Why Match Explanations: 100% - The explanations are high-quality, correctly identifying it as a Christmas anthology and even listing specific story titles to prove its relevance. [7:54:45 AM] ℹ️ ✅ Relevance Scores: 100% - The 100% score is well-justified as the book is a collection of Christmas-themed stories. [7:54:45 AM] ℹ️ 💡 Book-specific improvements: [7:54:45 AM] ℹ️ - For anthologies, list all primary authors or use phrasing like 'by various authors including...' to be accurate. [7:54:45 AM] 📋 📖 ANALYSIS FOR: "Christmas 101" - Score: 95% [7:54:45 AM] ℹ️ ✅ Author Information: 100% - Author information is present and accurate. [7:54:45 AM] ℹ️ ✅ Publishing Date: 100% - The publishing date is provided. While older, it is perfectly acceptable for a non-fiction guide. [7:54:45 AM] ℹ️ ✅ Why Match Explanations: 85% - The explanations are very good and clearly define the book's purpose, but the provided text is truncated mid-sentence, which is a flaw in the response generation. [7:54:45 AM] ℹ️ ✅ Relevance Scores: 100% - The 100% score is fully justified, as the book is a guide dedicated entirely to Christmas. [7:54:45 AM] ℹ️ 💡 Book-specific improvements: [7:54:45 AM] ℹ️ - Ensure that the full text of the explanation is generated and not cut off prematurely. [7:54:45 AM] 📋 📖 ANALYSIS FOR: "The First Christmas" - Score: 40% [7:54:45 AM] ℹ️ ❌ Author Information: 0% - Critical failure: Author information is completely missing, making the book difficult to identify. [7:54:45 AM] ℹ️ ❌ Publishing Date: 0% - Critical failure: Publishing date is completely missing. [7:54:45 AM] ℹ️ ✅ Why Match Explanations: 80% - The explanations correctly identify the book's topic and its direct relevance to the origins of Christmas, though they are slightly repetitive. [7:54:45 AM] ℹ️ ✅ Relevance Scores: 90% - While the topic is 100% relevant, the score is not well-supported due to the complete lack of sourcing data (author, date), making the recommendation almost unusable. [7:54:45 AM] ℹ️ 💡 Book-specific improvements: [7:54:45 AM] ℹ️ - Author and Publishing Date are mandatory fields and must always be included for a book recommendation to be considered valid. [7:54:45 AM] 📋 📖 ANALYSIS FOR: "The Official Guide to Christmas in the South" - Score: 45% [7:54:45 AM] ℹ️ ❌ Author Information: 0% - Critical failure: Author information is completely missing. [7:54:45 AM] ℹ️ ❌ Publishing Date: 0% - Critical failure: Publishing date is completely missing. [7:54:45 AM] ℹ️ ✅ Why Match Explanations: 100% - The explanations are excellent, providing a clear and compelling description of the book's unique angle, content, and tone. [7:54:45 AM] ℹ️ ✅ Relevance Scores: 100% - The 100% score is justified by the book's topic, which is entirely about Christmas traditions. [7:54:45 AM] ℹ️ 💡 Book-specific improvements: [7:54:45 AM] ℹ️ - It is critical to include the author and publishing date for every book. Without this information, even a thematically perfect recommendation is a failure. [7:54:45 AM] ℹ️ 📊 SUMMARY FEEDBACK: [7:54:45 AM] ℹ️ • The response provides a good variety of genres (fiction, anthology, non-fiction guides) related to Christmas. [7:54:45 AM] ℹ️ • The 'Why Match' explanations are generally a strong point, providing specific and compelling reasons for each choice. [7:54:45 AM] ℹ️ • The quality of the response is highly inconsistent. The first three recommendations are good to excellent, while the last two are critically flawed due to missing essential information. [7:54:45 AM] ❌ ❌ GEMINI AI VALIDATION FAILED: 75% relevance score (required: 80%) [7:54:45 AM] ℹ️ Continuing execution due to soft assertion... === END LOGS ===